In this paper a new multifractal stochastic process called Limit of the Integrated Superposition of Diffusion processes with Linear differencial Generator (LISDLG) is presented which realistically characterizes the network traffic multifractality. Several properties of the LISDLG model are presented including long range dependence, cumulants, logarithm of the characteristic function, dilative stability, spectrum and bispectrum. The model captures higher-order statistics by the cumulants. The relevance and validation of the proposed model are demonstrated by real data of Internet traffic.
DOI :
10.1051/ps:2003008
Classification :
62M10, 60J60, 60G10, 93E12
Mots clés : fractals, long range dependence, self-similarity, stationarity, higher order statistics, bispectrum, network traffic, superposition, diffusion processes, CIR process, DLG process, square root process
Mots clés : fractals, long range dependence, self-similarity, stationarity, higher order statistics, bispectrum, network traffic, superposition, diffusion processes, CIR process, DLG process, square root process
@article{PS_2003__7__23_0, author = {Igl\'oi, End and Terdik, Gy\"orgy}, title = {Superposition of diffusions with linear generator and its multifractal limit process}, journal = {ESAIM: Probability and Statistics}, pages = {23--88}, publisher = {EDP-Sciences}, volume = {7}, year = {2003}, doi = {10.1051/ps:2003008}, mrnumber = {1956073}, zbl = {1017.60087}, language = {en}, url = {http://www.numdam.org/articles/10.1051/ps:2003008/} }
TY - JOUR AU - Iglói, End AU - Terdik, György TI - Superposition of diffusions with linear generator and its multifractal limit process JO - ESAIM: Probability and Statistics PY - 2003 SP - 23 EP - 88 VL - 7 PB - EDP-Sciences UR - http://www.numdam.org/articles/10.1051/ps:2003008/ DO - 10.1051/ps:2003008 LA - en ID - PS_2003__7__23_0 ER -
%0 Journal Article %A Iglói, End %A Terdik, György %T Superposition of diffusions with linear generator and its multifractal limit process %J ESAIM: Probability and Statistics %D 2003 %P 23-88 %V 7 %I EDP-Sciences %U http://www.numdam.org/articles/10.1051/ps:2003008/ %R 10.1051/ps:2003008 %G en %F PS_2003__7__23_0
Iglói, End; Terdik, György. Superposition of diffusions with linear generator and its multifractal limit process. ESAIM: Probability and Statistics, Tome 7 (2003), pp. 23-88. doi : 10.1051/ps:2003008. http://www.numdam.org/articles/10.1051/ps:2003008/
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